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Frequently Asked Questions
Learn how Attune captures the signals shaping buyer decisions, makes them easier to understand through AI, and helps teams act before hidden objections cost pipeline.
Understanding the Space
Why does this matter for my company?
Buyers are increasingly forming opinions before they ever visit your site or talk to your team. AI assistants, search platforms, and the sources they reference are shaping who gets considered, how companies are compared, and what objections show up later. Most companies can measure what happens after demand arrives. Very few can see what shaped it. If you're not understanding and influencing that upstream layer, you're losing deals you never knew existed.
What is the "invisible funnel"?
The invisible funnel is the buying journey that happens before traditional analytics can see it. A buyer asks an AI assistant to compare solutions, gets a recommendation, forms a shortlist, and arrives at your site - or doesn't. 93% of AI sessions produce zero clicks. The resulting purchase often looks "organic" or "direct" in your analytics, but the decision was shaped upstream. Attune gives you visibility into that process.
What makes different AI platforms unique?
Each AI platform - OpenAI, Google, Anthropic, Grok, and others - uses different architectures, training data, and real-time web access. They vary in how they source information, weight citations, and construct answers. A strategy that works on one platform may not translate to another. Attune tracks across all major platforms so you can see where the differences are and what they mean for your brand.
How is AI changing the buying process?
Over 1 billion people use AI assistants weekly. 89% of B2B buyers use AI during their purchase process. Buyers are arriving with beliefs already formed - often from a single AI-generated answer that synthesized hundreds of sources. The companies that show up favorably in those answers have a significant advantage. The ones that do not may never know what they lost.
About Attune
What does Attune do?
Attune is a market intelligence and attribution platform for the zero-click internet. We show how AI assistants, search, publisher coverage, comparison pages, reviews, and the broader web shape consideration, trust, and revenue before buyers enter your funnel. The output is not just a visibility report; it is a map of what buyers are learning, which sources are teaching it, what revenue leaks exist, and what your team should fix, sharpen, build, or monitor next.
Is Attune an AI SEO or AI visibility platform?
No. AI SEO and visibility tools usually focus on whether you appear in an answer, citation, or ranking. Attune is built around the business outcome: whether that answer helps or hurts consideration, trust, and revenue. We trace the full chain from buyer prompt to AI answer, citation, source page, and synthesized conclusion so teams can see the leak, understand the source, and take action.
How is Attune different from competitors?
Most tools in this space stop at presence: visibility, rankings, mentions, or content workflows. Attune is built for market intelligence and attribution. We show how AI answers shape buyer consideration, trust, and revenue, then trace the issue back to the prompts, citations, pages, publishers, and claims causing it. That means your team leaves with actions, not just another chart.
Are you a service or software?
Both. Attune is software for continuously collecting and interpreting the signals shaping buyer perception, with a service layer that helps teams scope the right questions, understand the findings, and turn them into action. Some customers use Attune primarily as an intelligence system they can query themselves; others pair it with managed research, strategic analysis, and expanded data collection scopes.
Do you create AI-generated content?
No. Attune is not trying to flood the internet with AI-generated content. We tell you what needs to change and why. Sometimes the right action is rewriting an owned page. Sometimes it is adding proof, improving a comparison page, contacting a publisher, or arming sales with a cleaner narrative. The point is not more content. The point is the right action against the revenue leak.
What environments does Attune monitor?
Attune captures how your company is being understood across major AI assistants, search, publisher coverage, comparison pages, review sites, and the broader web. That includes platforms like ChatGPT, Gemini, Claude, and Grok, along with the sources shaping what buyers learn about you before they ever reach your site.
How It Works
Can Attune show us why the market is drawing a certain conclusion about us?
Yes. Attune traces responses and claims back to the pages, citations, and sources shaping them. That helps you see which inputs are reinforcing the right story, which ones are creating confusion, and where competitor framing or weak first-party pages are affecting how buyers interpret you.
Can Attune help us compare how buyers see us versus competitors?
Yes. Attune helps you compare how different platforms frame you against competitors, which sources are driving those comparisons, and where the market is drawing stronger or weaker conclusions. That is especially useful in crowded categories where being visible is not the same as being the preferred choice.
What does Attune mean by prompts, citations, pages, and synthesis?
Those are the four layers of an AI-mediated buying journey. Prompts are the questions buyers ask. Citations are the sources AI pulls from. Pages are what those sources actually teach. Synthesis is the conclusion the buyer walks away with after the answer compresses everything into a recommendation, comparison, or objection. Most tools stop at prompts or citations. Attune follows the full chain so teams can see what caused the conclusion and what to do about it.
How does Attune turn raw signals into something teams can use?
We start by collecting signals from the environments where buyers form opinions, then structure them around the companies, competitors, sources, claims, and objections that matter to your business. From there, Attune makes the data digestible: you can see patterns, trace conclusions back to source material, ask follow-up questions, and turn findings into concrete next steps for marketing, sales, product, or leadership.
Can we ask Attune questions in natural language?
Yes. Attune includes an AI layer tuned to your company, category, competitors, and captured signals. You can ask what is shaping buyer perception, why a certain objection keeps appearing, which sources are driving a comparison, or what changed since the last pull. The goal is to make the underlying data useful to the teams that need to act on it.
Can Attune integrate with our existing tools?
Yes. We support exports and workflow integrations based on the way your team wants to use the intelligence. For many customers, that means bringing Attune into communication tools or existing research and reporting workflows so the data is available where decisions already happen.
How often is the data refreshed?
We work with you to define the right cadence for your use case. Some customers need weekly monitoring, others want deeper pulls on a monthly basis or around specific events like product launches or competitive shifts. The system is flexible.
Getting Started
What types of companies do you work with?
We work with B2B SaaS companies, publishers, marketplaces, consumer brands, and enterprises where AI-assisted research can change consideration, trust, conversion, monetization, or revenue protection. The strongest fit is a company with a real digital footprint, a competitive category, enough proof or third-party material for AI to cite, and a team that can act on what Attune finds.
Who on our team should use Attune?
Attune is most useful for teams close to revenue: CMOs, founders, revenue leaders, sales leaders, product marketing, growth, brand, partnerships, monetization, and strategy. SEO and content teams can use the data too, but the highest-value work happens when someone owns the connection between AI-assisted discovery and pipeline, conversion, deal quality, monetization, or revenue protection.
What does an engagement look like?
Every engagement starts by defining the companies, competitors, categories, and buyer questions that matter most. From there, Attune begins collecting signals, structuring the intelligence, and helping your team understand what the market is learning before buyers reach your funnel. Engagements can stay focused on a core intelligence system or expand into managed research, strategic analysis, and ongoing workflow support.
How much does Attune cost?
Attune starts at $3,000 a month and scales based on the number of brands, properties, competitors, and categories tracked, as well as the depth of analysis and service support needed. We're happy to walk through pricing based on your specific use case.
How long does onboarding take?
We work with your team to get properly set up for your use case. Onboarding can happen in as little as one joint session. We make sure the right data is being collected, the right questions are being asked, and your team knows how to use the system from day one.
How do we measure ROI?
We start with actions and revenue signals, not vanity metrics. Did we find weak answers, missing proof, damaging comparisons, or high-value recommendation moments? Did your team fix cited pages, add proof, improve comparison content, contact publishers, or arm sales with better talk tracks? From there, we look for movement where money shows up: cleaner competitor framing, fewer repeated objections, better win rates, shorter sales cycles, stronger consideration, improved monetization, and new prompt sets where you start earning demand.
What results can I expect?
Attune gives you a clear outside-in view of how the market understands you - what's working, what's breaking, and where the leverage lives. Customers typically discover insights they couldn't access before: which sources are shaping their narrative, where competitors are winning the comparison frame, what proof is missing, and which specific changes can improve consideration, trust, conversion, or monetization. The goal is not passive monitoring. It is giving your team the intelligence to defend revenue and expand where there is upside.
Who is Attune not a fit for?
Attune is usually not a fit for teams that only want traffic, rankings, keyword volume, or a passive dashboard. It works best when revenue is on the line, comparison matters, trust matters, AI can shape the buying journey, there is enough footprint to inspect, and the team can take action. If nobody owns pipeline, conversion, monetization, or revenue protection, we will usually recommend bringing that owner into the conversation before moving forward.
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